Personalized Federated Recommendation on Amazon-Book Overall Averaged (15-client partition)
4.19Recall@20LPSFed
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LPSFedBias-Aware Margin=Enabled2026.03 | 4.19 | 2.06 | |
| FedSSP2026.03 | 3.96 | 1.81 | |
| PFedRec2026.03 | 3.88 | 1.53 | |
| LPSFed (BPR)Personalization=Spectral, Loss=BPR2026.03 | 3.87 | 1.84 | |
| FedPUB2026.03 | 3.81 | 1.77 | |
| FedHGNN2026.03 | 3.52 | 1.48 | |
| FedAvg2026.03 | 3.34 | 1.52 | |
| F2MF2026.03 | 2.68 | 1.18 | |
| FedMF2026.03 | 0.84 | 0.39 | |
| FedRAP2026.03 | 0.55 | 0.68 | |
| FedPerGNN2026.03 | 0.4 | 0.15 |